Theta_D_H.Est
https://github.com/panyuwen/Theta_D_H.Est
Calculator for statictics including Theta, D, H, and so on, based on the VCF input.
If you use the Theta_D_H.Est in your research work, please cite at least one of the following paper(s):
- Genomic diversity and post-admixture adaptation in the Uyghurs (National Science Review, 2021)
- Lineage-specific positive selection on ACE2 contributes to the genetic susceptibility of COVID-19 (National Science Review, 2022)
To calculate the following statistic within given regions:
- number of sequence
- number of genetic markers
- number of singleton
- Theta PI
- Theta K
- number of segregating site
- number of haplotype
- Haplotype diversity
- Fay & Wu's H
- normalized Fay & Wu's H
- Fu & Li's F(F*)
- Fu & Li's D(D*)
- Tajima's D (with p-values and BH-corrected P-values)
- phased VCF.gz file
required
- target regions to be analyzed (file)
required
- samples to be kept (file)
optional
- haplotypes to be kept (file)
optional
- length of sliding windows (bp) and increment (bp) (string)
optional
- whether the state of ancestral/derived allele is determined (string)
optional
- name of output file (string)
optional
$ ./Theta_D_H.Est -h
$ ./Theta_D_H.Est \
--gzvcf phased.vcf.gz \
--region region.txt \
--samples sample.info \
--haps haps.info \
--window_shift 50000@10000 \
--outgroup N \
--out output.txt
details about all these arguments
--gzvcf (required): phased VCF.gz file, in GT format, like "1|0". Note: no duplicate physical positions, separate autosomes and X chromosome
--region (required): file including target regions to be analyzed. 4 columns:region ID
chrom ID
start pos
end pos
. no header line, tab or space delimited
--samples (optional): file including samples to be analyzed. 1 or 2 column:sample ID
gender, optional
. gender code, 1: male; 2: female. no header line. default: all samples in the VCF.gz file
--haps (optional): file including haplotypes to be analyzed. 2 columns:sample ID
haplotype index (1/2)
, 1: first haplotype; 2: second haplotype. no header line. default: all haplotypes in the VCF.gz file --window_shift (optional):window_length@increment
, to partition the target region(s) into sliding windows ofwindow_length
advanced byincrement
. Then calculate all of the statistic within the sliding windows. default: calculate all of the statistic within target region(s)
--outgroup (optional):Y / N
, whether the ancestral/derived allele is determined, required for Fu&Li's and Fay&Wu's tests. default: N
--out (optional): output file name. output file would be gzipped. default: out.txt
-
to calculate statistic across the whole chromosome / genome, you can define the chromosome boundaries in the region file,
ID1 21 1 48129895
ID2 22 1 51304566then specify the window size and increment (e.g., 100000@5000). This script will help you to calculate all of the statistic within sliding windows of 100KB in length shift by 5KB.
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heterozygotes are not allowed for male X chromosome. But this script can't help you to check the data format.
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all individuals would be considered as diploid, if no gender information is provided
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if both "--haps" and "--samples" are used, only samples provided by both arguments are remained for analysis
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if "--haps" is used, it would be probably unnecessary to use "--samples", (for chrX, only if males are in homo format)
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for chrX in males, only the first haplotypes would be used, no more second haplotypes
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if the ancestral/derived alleles are not determined, there won't output Fay & Wu's H, normalized Fay & Wu's H, Fu & Li's F, or Fu & Li's D (output Fu & Li's F* and Fu & Li's D* instead)
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if the ancestral/derived alleles are determined, number of singletons will be estimated as the number of derived singletons
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chromosome IDs in the VCF file and region file should be coded in the same way (i.e., "1" is different from "chr1")
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linear computational complexity. you are suggested to filter homozygous loci to speed up the program. it may takes <1h and ~2Gb memory for chromosome 1 of CHB (50000@20000, ~12.5K sliding windows, 103 individuals)
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this program is compiled in centos7, older systems may not be supported.
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If you have problem using the compiled program, it can still be run in the following way:
python2 Theta_D_F_H.py2.py [--options]
; ORpython3 Theta_D_F_H.py3.py [--options]
. All the required packages are accessible in conda.
By: Yuwen Pan, 2021
Contact: panyuwen.x@gmail.com